Part 2 Costa Rica
2.0.1 Point density
Below we show the logged point density accross our area of interest. Note, the extreme number of values on the Peninsula means we can’t do a color ramp on the observation scale.
## Reading layer `landmass' from data source
## `/Users/runner/work/Osa-Conservation-Movement-Ecology-Lifetime-Exploration/Osa-Conservation-Movement-Ecology-Lifetime-Exploration/landmass.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 2 features and 168 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -87.11767 ymin: 5.515082 xmax: -77.16327 ymax: 11.20994
## Geodetic CRS: WGS 842.0.2 Feeding clusters
The following map shows all of the vulture clusters.
We define a cluster where a bird stays for >80 minutes within 100m of its starting location. Provided it arrives after 08:00 am or before 16:00.
2.0.4 Habitat use
## [1] "Bare / sparse vegetation" "Built-up"
## [3] "Cropland" "Grassland"
## [5] "Herbaceous wetland" "Mangroves"
## [7] "Permanent water bodies" "Tree cover"
## [9] "Bare / sparse vegetation" "Built-up"
## [11] "Cropland" "Grassland"
## [13] "Herbaceous wetland" "Mangroves"
## [15] "Permanent water bodies" "Tree cover"
## [17] "Bare / sparse vegetation" "Built-up"
## [19] "Cropland" "Grassland"
## [21] "Herbaceous wetland" "Permanent water bodies"
## [23] "Tree cover" "Bare / sparse vegetation"
## [25] "Built-up" "Cropland"
## [27] "Grassland" "Herbaceous wetland"
## [29] "Mangroves" "Permanent water bodies"
## [31] "Tree cover" "Bare / sparse vegetation"
## [33] "Built-up" "Cropland"
## [35] "Grassland" "Mangroves"
## [37] "Permanent water bodies" "Tree cover"
## [39] "Bare / sparse vegetation" "Built-up"
## [41] "Cropland" "Grassland"
## [43] "Herbaceous wetland" "Mangroves"
## [45] "Permanent water bodies" "Shrubland"
## [47] "Tree cover" "Bare / sparse vegetation"
## [49] "Built-up" "Grassland"
## [51] "Herbaceous wetland" "Mangroves"
## [53] "Permanent water bodies" "Tree cover"
## [55] "Bare / sparse vegetation" "Built-up"
## [57] "Grassland" "Herbaceous wetland"
## [59] "Mangroves" "Permanent water bodies"
## [61] "Tree cover" "Bare / sparse vegetation"
## [63] "Grassland" "Permanent water bodies"
## [65] "Tree cover" "Bare / sparse vegetation"
## [67] "Built-up" "Grassland"
## [69] "Permanent water bodies" "Tree cover"
## [71] "Bare / sparse vegetation" "Built-up"
## [73] "Cropland" "Grassland"
## [75] "Herbaceous wetland" "Mangroves"
## [77] "Permanent water bodies" "Tree cover"
## [79] "Grassland" "Herbaceous wetland"
## [81] "Permanent water bodies" "Tree cover"
## [83] "Bare / sparse vegetation" "Built-up"
## [85] "Cropland" "Grassland"
## [87] "Herbaceous wetland" "Permanent water bodies"
## [89] "Tree cover" "Bare / sparse vegetation"
## [91] "Built-up" "Cropland"
## [93] "Grassland" "Herbaceous wetland"
## [95] "Mangroves" "Permanent water bodies"
## [97] "Tree cover" "Grassland"
## [99] "Tree cover" "Bare / sparse vegetation"
## [101] "Built-up" "Cropland"
## [103] "Grassland" "Herbaceous wetland"
## [105] "Mangroves" "Permanent water bodies"
## [107] "Tree cover" "Grassland"
## [109] "Tree cover" "Bare / sparse vegetation"
## [111] "Built-up" "Cropland"
## [113] "Grassland" "Herbaceous wetland"
## [115] "Mangroves" "Permanent water bodies"
## [117] "Shrubland" "Tree cover"
## [119] "Built-up" "Grassland"
## [121] "Herbaceous wetland" "Mangroves"
## [123] "Permanent water bodies" "Tree cover"
## [125] "Cropland" "Grassland"
## [127] "Herbaceous wetland" "Mangroves"
## [129] "Permanent water bodies" "Tree cover"
## [131] "Bare / sparse vegetation" "Built-up"
## [133] "Cropland" "Grassland"
## [135] "Herbaceous wetland" "Mangroves"
## [137] "Permanent water bodies" "Tree cover"
## [139] "Bare / sparse vegetation" "Built-up"
## [141] "Grassland" "Herbaceous wetland"
## [143] "Mangroves" "Permanent water bodies"
## [145] "Tree cover" "Bare / sparse vegetation"
## [147] "Built-up" "Cropland"
## [149] "Grassland" "Herbaceous wetland"
## [151] "Mangroves" "Permanent water bodies"
## [153] "Tree cover" "Built-up"
## [155] "Cropland" "Grassland"
## [157] "Mangroves" "Permanent water bodies"
## [159] "Tree cover" "Bare / sparse vegetation"
## [161] "Built-up" "Cropland"
## [163] "Grassland" "Herbaceous wetland"
## [165] "Mangroves" "Permanent water bodies"
## [167] "Shrubland" "Tree cover"
## [169] "Bare / sparse vegetation" "Built-up"
## [171] "Cropland" "Grassland"
## [173] "Herbaceous wetland" "Mangroves"
## [175] "Permanent water bodies" "Tree cover"
## [177] "Bare / sparse vegetation" "Built-up"
## [179] "Cropland" "Grassland"
## [181] "Herbaceous wetland" "Mangroves"
## [183] "Permanent water bodies" "Tree cover"
## [185] "Bare / sparse vegetation" "Built-up"
## [187] "Cropland" "Grassland"
## [189] "Herbaceous wetland" "Mangroves"
## [191] "Permanent water bodies" "Tree cover"
## [193] "Bare / sparse vegetation" "Built-up"
## [195] "Cropland" "Grassland"
## [197] "Herbaceous wetland" "Mangroves"
## [199] "Permanent water bodies" "Tree cover"
## [201] "Built-up" "Cropland"
## [203] "Grassland" "Herbaceous wetland"
## [205] "Mangroves" "Permanent water bodies"
## [207] "Shrubland" "Tree cover"
## [209] "Bare / sparse vegetation" "Built-up"
## [211] "Cropland" "Grassland"
## [213] "Herbaceous wetland" "Mangroves"
## [215] "Permanent water bodies" "Tree cover"
## [217] "Cropland" "Grassland"
## [219] "Permanent water bodies" "Tree cover"
## [221] "Grassland" "Permanent water bodies"
## [223] "Tree cover" "Bare / sparse vegetation"
## [225] "Built-up" "Cropland"
## [227] "Grassland" "Herbaceous wetland"
## [229] "Permanent water bodies" "Tree cover"
## [231] "Bare / sparse vegetation" "Built-up"
## [233] "Cropland" "Grassland"
## [235] "Herbaceous wetland" "Mangroves"
## [237] "Permanent water bodies" "Tree cover"
## [239] "Bare / sparse vegetation" "Cropland"
## [241] "Grassland" "Herbaceous wetland"
## [243] "Mangroves" "Permanent water bodies"
## [245] "Tree cover" "Bare / sparse vegetation"
## [247] "Built-up" "Cropland"
## [249] "Grassland" "Herbaceous wetland"
## [251] "Mangroves" "Permanent water bodies"
## [253] "Tree cover" "Bare / sparse vegetation"
## [255] "Built-up" "Grassland"
## [257] "Herbaceous wetland" "Mangroves"
## [259] "Permanent water bodies" "Tree cover"
## [261] "Bare / sparse vegetation" "Built-up"
## [263] "Cropland" "Grassland"
## [265] "Herbaceous wetland" "Mangroves"
## [267] "Permanent water bodies" "Tree cover"
## [269] "Bare / sparse vegetation" "Built-up"
## [271] "Cropland" "Grassland"
## [273] "Herbaceous wetland" "Mangroves"
## [275] "Permanent water bodies" "Tree cover"
## [277] "Bare / sparse vegetation" "Built-up"
## [279] "Cropland" "Grassland"
## [281] "Herbaceous wetland" "Mangroves"
## [283] "Permanent water bodies" "Tree cover"
## [285] "Bare / sparse vegetation" "Built-up"
## [287] "Cropland" "Grassland"
## [289] "Herbaceous wetland" "Mangroves"
## [291] "Permanent water bodies" "Tree cover"
## [293] "Bare / sparse vegetation" "Cropland"
## [295] "Grassland" "Permanent water bodies"
## [297] "Tree cover" "Bare / sparse vegetation"
## [299] "Built-up" "Cropland"
## [301] "Grassland" "Herbaceous wetland"
## [303] "Permanent water bodies" "Tree cover"## sparse_veg urban cropland grassland wetland mangrove water
## 0.0398 0.0299 0.0213 2.9385 0.0620 0.0519 0.1855
## trees shrubs
## 40.6711 0.0003